Federated deep reinforcement learning for open ran slicing in 6g networks

A Abouaomar, A Taik, A Filali… - IEEE Communications …, 2022 - ieeexplore.ieee.org
Radio access network (RAN) slicing is a key element in enabling current 5G networks and
next-generation networks to meet the requirements of different services in various verticals …

Research Trends in the Use of Machine Learning Applied in Mobile Networks: A Bibliometric Approach and Research Agenda

V García-Pineda, A Valencia-Arias, JC Patiño-Vanegas… - Informatics, 2023 - mdpi.com
This article aims to examine the research trends in the development of mobile networks from
machine learning. The methodological approach starts from an analysis of 260 academic …

A novel duplex deep reinforcement learning based RRM framework for next-generation V2X communication networks

SM Waqas, Y Tang, F Abbas, H Chen… - Expert Systems with …, 2023 - Elsevier
Resource management in the next-generation vehicle-to-everything (V2X) communication
networks is a demanding research problem. It is difficult to achieve the best results if the …

Energy-aware dynamic DU selection and NF relocation in O-RAN using actor–critic learning

S Mollahasani, T Pamuklu, R Wilson, M Erol-Kantarci - Sensors, 2022 - mdpi.com
Open radio access network (O-RAN) is one of the promising candidates for fulfilling flexible
and cost-effective goals by considering openness and intelligence in its architecture. In the …

Slicing resource allocation based on dueling DQN for eMBB and URLLC hybrid services in heterogeneous integrated networks

G Chen, R Shao, F Shen, Q Zeng - Sensors, 2023 - mdpi.com
In 5G/B5G communication systems, network slicing is utilized to tackle the problem of the
allocation of network resources for diverse services with changing demands. We proposed …

Resource Allocation for Co-existence of eMBB and URLLC Services in 6G Wireless Networks: A Survey

B Adhikari, M Jaseemuddin, A Anpalagan - IEEE Access, 2023 - ieeexplore.ieee.org
Next generation of wireless networks are characterized by two main features named
Enhanced Mobile Broadband (eMBB) and Ultra Reliable Low Latency Communications …

Network Slicing Resource Allocation Optimization Based on Multiactor-Attention-Critic Joint With Bidding in Heterogeneous Integrated Network

G Chen, X Zhang, S Qi, Q Zeng… - IEEE Systems …, 2024 - ieeexplore.ieee.org
The demand for various types of services is growing rapidly with the development of beyond
5G/6G networks, network slicing (NS) is considered as an effective technology to cope with …

Securing Future Generation Virtual Wireless Networks for Cyber Physical Systems

V Chaudhary - 2023 - search.proquest.com
In recent years, resource sharing is becoming a great alternative to mobilize idle resources,
and a similar practice is becoming popular in the wireless communication as wireless …